langchain/docs/extras/integrations/providers/docarray.mdx

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# DocArray
> [DocArray](https://docarray.jina.ai/) is a library for nested, unstructured, multimodal data in transit,
> including text, image, audio, video, 3D mesh, etc. It allows deep-learning engineers to efficiently process,
> embed, search, recommend, store, and transfer multimodal data with a Pythonic API.
## Installation and Setup
We need to install `docarray` python package.
```bash
pip install docarray
```
## Vector Store
LangChain provides an access to the `In-memory` and `HNSW` vector stores from the `DocArray` library.
See a [usage example](/docs/integrations/vectorstores/docarray_hnsw).
```python
from langchain.vectorstores DocArrayHnswSearch
```
See a [usage example](/docs/integrations/vectorstores/docarray_in_memory).
```python
from langchain.vectorstores DocArrayInMemorySearch
```